EDA df_full_cervezas

Brought to you by YData

Dataset statistics

Number of variables	19
Number of observations	2275152
Missing cells	801136
Missing cells (%)	1.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	638.7 MiB
Average record size in memory	294.4 B

Variable types

Numeric	16
Categorical	3

Alerts

`canal` is highly overall correlated with `segmento`	High correlation
`densidad_hab` is highly overall correlated with `superficie_km2`	High correlation
`dolar` is highly overall correlated with `id_periodo` and 2 other fields	High correlation
`id_barrio` is highly overall correlated with `id_comuna`	High correlation
`id_comuna` is highly overall correlated with `id_barrio`	High correlation
`id_periodo` is highly overall correlated with `dolar` and 2 other fields	High correlation
`segmento` is highly overall correlated with `canal`	High correlation
`superficie_km2` is highly overall correlated with `densidad_hab`	High correlation
`tpm` is highly overall correlated with `dolar` and 2 other fields	High correlation
`uf` is highly overall correlated with `dolar` and 2 other fields	High correlation
`descr_flag_patente` is highly imbalanced (79.6%)	Imbalance
`indice_gse` has 163039 (7.2%) missing values	Missing
`n_habitantes` has 163039 (7.2%) missing values	Missing
`n_ptos_interes` has 49565 (2.2%) missing values	Missing
`superficie_km2` has 49565 (2.2%) missing values	Missing
`densidad_hab` has 163039 (7.2%) missing values	Missing
`uf` has 28586 (1.3%) missing values	Missing
`dolar` has 28586 (1.3%) missing values	Missing
`ipc` has 28586 (1.3%) missing values	Missing
`imacec` has 28586 (1.3%) missing values	Missing
`tpm` has 28586 (1.3%) missing values	Missing
`tasa_desempleo` has 55104 (2.4%) missing values	Missing
`liq_um` is highly skewed (γ1 = 32.19111235)	Skewed
`ipc` has 158878 (7.0%) zeros	Zeros
`imacec` has 81596 (3.6%) zeros	Zeros

Reproduction

Analysis started	2025-10-18 19:14:44.770101
Analysis finished	2025-10-18 19:16:50.097775
Duration	2 minutes and 5.33 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

id_cliente
Real number (ℝ)

Distinct	97065
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	374084.11

Minimum	13
Maximum	727517
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.4 MiB

Quantile statistics

Minimum	13
5-th percentile	58490
Q1	188280
median	375574
Q3	560020
95-th percentile	692591
Maximum	727517
Range	727504
Interquartile range (IQR)	371740

Descriptive statistics

Standard deviation	206905.61
Coefficient of variation (CV)	0.55309918
Kurtosis	-1.2225043
Mean	374084.11
Median Absolute Deviation (MAD)	185129
Skewness	-0.082576884
Sum	8.510982 × 10¹¹
Variance	4.2809933 × 10¹⁰
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
403085	84	< 0.1%
403063	84	< 0.1%
403028	84	< 0.1%
402981	84	< 0.1%
403183	84	< 0.1%
541	84	< 0.1%
224	84	< 0.1%
222	84	< 0.1%
476	84	< 0.1%
403180	84	< 0.1%
Other values (97055)	2274312	> 99.9%

Value	Count	Frequency (%)
13	9	< 0.1%
33	44	< 0.1%
51	56	< 0.1%
56	45	< 0.1%
62	30	< 0.1%
64	2	< 0.1%
86	23	< 0.1%
122	38	< 0.1%
148	16	< 0.1%
149	1	< 0.1%

Value	Count	Frequency (%)
727517	1	< 0.1%
727516	1	< 0.1%
727515	1	< 0.1%
727513	10	< 0.1%
727512	16	< 0.1%
727510	1	< 0.1%
727507	53	< 0.1%
727505	52	< 0.1%
727494	9	< 0.1%
727493	7	< 0.1%

id_periodo
Real number (ℝ)

High correlation

Distinct	84
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	202173.4

Minimum	201809
Maximum	202508
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.4 MiB

Quantile statistics

Minimum	201809
5-th percentile	201812
Q1	202005
median	202203
Q3	202311
95-th percentile	202504
Maximum	202508
Range	699
Interquartile range (IQR)	306

Descriptive statistics

Standard deviation	205.34677
Coefficient of variation (CV)	0.0010156963
Kurtosis	-1.1244206
Mean	202173.4
Median Absolute Deviation (MAD)	196
Skewness	-0.037009034
Sum	4.5997521 × 10¹¹
Variance	42167.294
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202112	34579	1.5%
202110	32428	1.4%
202201	32254	1.4%
202109	32087	1.4%
202111	31122	1.4%
202108	30896	1.4%
201812	29591	1.3%
201912	29455	1.3%
202001	29442	1.3%
202106	29379	1.3%
Other values (74)	1963919	86.3%

Value	Count	Frequency (%)
201809	28586	1.3%
201810	28454	1.3%
201811	28839	1.3%
201812	29591	1.3%
201901	29299	1.3%
201902	29068	1.3%
201903	28747	1.3%
201904	28256	1.2%
201905	28066	1.2%
201906	27530	1.2%

Value	Count	Frequency (%)
202508	26410	1.2%
202507	26324	1.2%
202506	25814	1.1%
202505	26316	1.2%
202504	26518	1.2%
202503	27056	1.2%
202502	27222	1.2%
202501	27807	1.2%
202412	27950	1.2%
202411	27400	1.2%

liq_um
Real number (ℝ)

Skewed

Distinct	303920
Distinct (%)	13.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.589309

Minimum	-68.59356
Maximum	8667.4965
Zeros	18110
Zeros (%)	0.8%
Negative	811
Negative (%)	< 0.1%
Memory size	17.4 MiB

Quantile statistics

Minimum	-68.59356
5-th percentile	0.11088
Q1	0.93912
median	3.63552
Q3	10.08588
95-th percentile	35.73864
Maximum	8667.4965
Range	8736.09
Interquartile range (IQR)	9.14676

Descriptive statistics

Standard deviation	55.647904
Coefficient of variation (CV)	4.8016587
Kurtosis	1991.2608
Mean	11.589309
Median Absolute Deviation (MAD)	3.21552
Skewness	32.191112
Sum	26367438
Variance	3096.6892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0588	22980	1.0%
0.05544	22261	1.0%
0	18110	0.8%
0.11088	13715	0.6%
0.42	12774	0.6%
0.05964	12008	0.5%
0.168	10246	0.5%
0.1176	9242	0.4%
0.21	9142	0.4%
0.084	8884	0.4%
Other values (303910)	2135790	93.9%

Value	Count	Frequency (%)
-68.59356	1	< 0.1%
-52.76292	1	< 0.1%
-49.41048	1	< 0.1%
-47.22571	1	< 0.1%
-44.90136	1	< 0.1%
-44.73	1	< 0.1%
-41.0592	1	< 0.1%
-38.34852	1	< 0.1%
-36.33	1	< 0.1%
-34.03344	1	< 0.1%

Value	Count	Frequency (%)
8667.49646	1	< 0.1%
8156.20596	1	< 0.1%
7356.05612	1	< 0.1%
7270.73088	1	< 0.1%
7113.10208	1	< 0.1%
6430.84372	1	< 0.1%
6206.29184	1	< 0.1%
5456.7744	1	< 0.1%
5078.5392	1	< 0.1%
4295.25964	1	< 0.1%

id_barrio
Real number (ℝ)

High correlation

Distinct	1981
Distinct (%)	0.1%
Missing	14855
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	897229.75

Minimum	110110
Maximum	1510511
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.4 MiB

Quantile statistics

Minimum	110110
5-th percentile	230113
Q1	610813
median	840311
Q3	1310912
95-th percentile	1360111
Maximum	1510511
Range	1400401
Interquartile range (IQR)	700099

Descriptive statistics

Standard deviation	361334.33
Coefficient of variation (CV)	0.40272219
Kurtosis	-1.0146903
Mean	897229.75
Median Absolute Deviation (MAD)	310199
Skewness	-0.16255455
Sum	2.0280057 × 10¹²
Variance	1.305625 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1310124	13817	0.6%
1020110	9440	0.4%
620110	9025	0.4%
510310	8480	0.4%
810213	7420	0.3%
840124	7420	0.3%
1010915	7245	0.3%
1312419	7159	0.3%
210114	7053	0.3%
1010121	6906	0.3%
Other values (1971)	2176332	95.7%
(Missing)	14855	0.7%

Value	Count	Frequency (%)
110110	5194	0.2%
110111	1776	0.1%
110112	2445	0.1%
110113	2867	0.1%
110114	2605	0.1%
110115	1464	0.1%
110116	2241	0.1%
110117	2840	0.1%
110118	3313	0.1%
110119	406	< 0.1%

Value	Count	Frequency (%)
1510511	1386	0.1%
1510128	5	< 0.1%
1510126	1084	< 0.1%
1510125	655	< 0.1%
1510124	3458	0.2%
1510123	1635	0.1%
1510122	2572	0.1%
1510121	772	< 0.1%
1510120	1576	0.1%
1510119	869	< 0.1%

id_comuna
Real number (ℝ)

High correlation

Distinct	326
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8976.8386

Minimum	1101
Maximum	15105
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.4 MiB

Quantile statistics

Minimum	1101
5-th percentile	2301
Q1	6108
median	8403
Q3	13109
95-th percentile	13601
Maximum	15105
Range	14004
Interquartile range (IQR)	7001

Descriptive statistics

Standard deviation	3615.3993
Coefficient of variation (CV)	0.4027475
Kurtosis	-1.0144819
Mean	8976.8386
Median Absolute Deviation (MAD)	3102
Skewness	-0.16688969
Sum	2.0423672 × 10¹⁰
Variance	13071112
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13101	67698	3.0%
5101	46191	2.0%
5109	44024	1.9%
8101	41815	1.8%
2101	40435	1.8%
8401	39283	1.7%
9101	36402	1.6%
10101	33006	1.5%
13123	32759	1.4%
7101	32278	1.4%
Other values (316)	1861261	81.8%

Value	Count	Frequency (%)
1101	28863	1.3%
1107	10611	0.5%
1401	1891	0.1%
2101	40435	1.8%
2102	2340	0.1%
2103	708	< 0.1%
2104	3179	0.1%
2201	17523	0.8%
2203	3916	0.2%
2301	6293	0.3%

Value	Count	Frequency (%)
15105	1386	0.1%
15101	26005	1.1%
14204	5453	0.2%
14203	2197	0.1%
14202	3367	0.1%
14201	5588	0.2%
14108	7059	0.3%
14107	3304	0.1%
14106	5978	0.3%
14104	2504	0.1%

segmento
Categorical

High correlation

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	110.7 MiB

AL	814043
BO	616232
RT	378188
FS	223117
BA	81936
Other values (14)	161636

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	4550304
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	MA
2nd row	MA
3rd row	MA
4th row	MA
5th row	MA

Common Values

Value	Count	Frequency (%)
AL	814043	35.8%
BO	616232	27.1%
RT	378188	16.6%
FS	223117	9.8%
BA	81936	3.6%
MA	68991	3.0%
IE	60902	2.7%
AP	13512	0.6%
FF	10803	0.5%
DI	6151	0.3%
Other values (9)	1277	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
al	814043	35.8%
bo	616232	27.1%
rt	378188	16.6%
fs	223117	9.8%
ba	81936	3.6%
ma	68991	3.0%
ie	60902	2.7%
ap	13512	0.6%
ff	10803	0.5%
di	6151	0.3%
Other values (9)	1277	0.1%

Most occurring characters

Value	Count	Frequency (%)
A	978485	21.5%
L	814043	17.9%
B	698169	15.3%
O	616232	13.5%
R	379094	8.3%
T	378188	8.3%
F	244737	5.4%
S	223131	4.9%
M	68992	1.5%
I	67376	1.5%
Other values (5)	81857	1.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4550304	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	978485	21.5%
L	814043	17.9%
B	698169	15.3%
O	616232	13.5%
R	379094	8.3%
T	378188	8.3%
F	244737	5.4%
S	223131	4.9%
M	68992	1.5%
I	67376	1.5%
Other values (5)	81857	1.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4550304	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	978485	21.5%
L	814043	17.9%
B	698169	15.3%
O	616232	13.5%
R	379094	8.3%
T	378188	8.3%
F	244737	5.4%
S	223131	4.9%
M	68992	1.5%
I	67376	1.5%
Other values (5)	81857	1.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4550304	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	978485	21.5%
L	814043	17.9%
B	698169	15.3%
O	616232	13.5%
R	379094	8.3%
T	378188	8.3%
F	244737	5.4%
S	223131	4.9%
M	68992	1.5%
I	67376	1.5%
Other values (5)	81857	1.8%

canal
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	120.3 MiB

COMPRA	1430278
CONSUMO	775882
MAYORISTA	68992

Length

Max length	9
Median length	6
Mean length	6.4319966
Min length	6

Characters and Unicode

Total characters	14633770
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MAYORISTA
2nd row	MAYORISTA
3rd row	MAYORISTA
4th row	MAYORISTA
5th row	MAYORISTA

Common Values

Value	Count	Frequency (%)
COMPRA	1430278	62.9%
CONSUMO	775882	34.1%
MAYORISTA	68992	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
compra	1430278	62.9%
consumo	775882	34.1%
mayorista	68992	3.0%

Most occurring characters

Value	Count	Frequency (%)
O	3051034	20.8%
M	2275152	15.5%
C	2206160	15.1%
A	1568262	10.7%
R	1499270	10.2%
P	1430278	9.8%
S	844874	5.8%
N	775882	5.3%
U	775882	5.3%
Y	68992	0.5%
Other values (2)	137984	0.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14633770	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
O	3051034	20.8%
M	2275152	15.5%
C	2206160	15.1%
A	1568262	10.7%
R	1499270	10.2%
P	1430278	9.8%
S	844874	5.8%
N	775882	5.3%
U	775882	5.3%
Y	68992	0.5%
Other values (2)	137984	0.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14633770	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
O	3051034	20.8%
M	2275152	15.5%
C	2206160	15.1%
A	1568262	10.7%
R	1499270	10.2%
P	1430278	9.8%
S	844874	5.8%
N	775882	5.3%
U	775882	5.3%
Y	68992	0.5%
Other values (2)	137984	0.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14633770	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
O	3051034	20.8%
M	2275152	15.5%
C	2206160	15.1%
A	1568262	10.7%
R	1499270	10.2%
P	1430278	9.8%
S	844874	5.8%
N	775882	5.3%
U	775882	5.3%
Y	68992	0.5%
Other values (2)	137984	0.9%

descr_flag_patente
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	130.1 MiB

CON PATENTE	2111529
SIN PATENTE	148113
NaN	14855
None	655

Length

Max length	11
Median length	11
Mean length	10.945751
Min length	3

Characters and Unicode

Total characters	24903247
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CON PATENTE
2nd row	CON PATENTE
3rd row	CON PATENTE
4th row	CON PATENTE
5th row	CON PATENTE

Common Values

Value	Count	Frequency (%)
CON PATENTE	2111529	92.8%
SIN PATENTE	148113	6.5%
NaN	14855	0.7%
None	655	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
patente	2259642	49.8%
con	2111529	46.6%
sin	148113	3.3%
nan	14855	0.3%
none	655	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
N	4549649	18.3%
T	4519284	18.1%
E	4519284	18.1%
A	2259642	9.1%
P	2259642	9.1%
	2259642	9.1%
C	2111529	8.5%
O	2111529	8.5%
S	148113	0.6%
I	148113	0.6%
Other values (4)	16820	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	24903247	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	4549649	18.3%
T	4519284	18.1%
E	4519284	18.1%
A	2259642	9.1%
P	2259642	9.1%
	2259642	9.1%
C	2111529	8.5%
O	2111529	8.5%
S	148113	0.6%
I	148113	0.6%
Other values (4)	16820	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	24903247	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	4549649	18.3%
T	4519284	18.1%
E	4519284	18.1%
A	2259642	9.1%
P	2259642	9.1%
	2259642	9.1%
C	2111529	8.5%
O	2111529	8.5%
S	148113	0.6%
I	148113	0.6%
Other values (4)	16820	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	24903247	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	4549649	18.3%
T	4519284	18.1%
E	4519284	18.1%
A	2259642	9.1%
P	2259642	9.1%
	2259642	9.1%
C	2111529	8.5%
O	2111529	8.5%
S	148113	0.6%
I	148113	0.6%
Other values (4)	16820	0.1%

indice_gse
Real number (ℝ)

Missing

Distinct	1357
Distinct (%)	0.1%
Missing	163039
Missing (%)	7.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.1099656

Minimum	0
Maximum	0.61673068
Zeros	50
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.040179376
Q1	0.067208815
median	0.087894807
Q3	0.13044712
95-th percentile	0.23206455
Maximum	0.61673068
Range	0.61673068
Interquartile range (IQR)	0.063238303

Descriptive statistics

Standard deviation	0.075519569
Coefficient of variation (CV)	0.68675629
Kurtosis	8.8404871
Mean	0.1099656
Median Absolute Deviation (MAD)	0.02636588
Skewness	2.6311127
Sum	232259.78
Variance	0.0057032053
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1990852323	13817	0.6%
0.07329672992	9440	0.4%
0.08685738999	9025	0.4%
0.1896850416	8480	0.4%
0.07785206482	7420	0.3%
0.08526095211	7420	0.3%
0.1335891505	7245	0.3%
0.09541343967	7159	0.3%
0.1737172517	7053	0.3%
0.08730638337	6906	0.3%
Other values (1347)	2028148	89.1%
(Missing)	163039	7.2%

Value	Count	Frequency (%)
0	50	< 0.1%
0.01633379986	1239	0.1%
0.01742628475	1464	0.1%
0.01762380952	484	< 0.1%
0.01765070729	1168	0.1%
0.01842043896	1679	0.1%
0.02240665584	2580	0.1%
0.02309187279	1259	0.1%
0.02337123746	576	< 0.1%
0.0239652968	688	< 0.1%

Value	Count	Frequency (%)
0.6167306786	580	< 0.1%
0.5621148523	205	< 0.1%
0.5404644309	2561	0.1%
0.5339663947	2429	0.1%
0.5241336952	951	< 0.1%
0.5131611595	507	< 0.1%
0.5081605505	1392	0.1%
0.4919868472	4635	0.2%
0.4726691173	3519	0.2%
0.4457646212	562	< 0.1%

n_habitantes
Real number (ℝ)

Missing

Distinct	1312
Distinct (%)	0.1%
Missing	163039
Missing (%)	7.2%
Infinite	0
Infinite (%)	0.0%
Mean	16027.083

Minimum	0
Maximum	99870
Zeros	50
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.4 MiB

Quantile statistics

Minimum	0
5-th percentile	1700
Q1	6554
median	12880
Q3	20954
95-th percentile	44099
Maximum	99870
Range	99870
Interquartile range (IQR)	14400

Descriptive statistics

Standard deviation	13939.504
Coefficient of variation (CV)	0.8697468
Kurtosis	7.4084184
Mean	16027.083
Median Absolute Deviation (MAD)	7032
Skewness	2.1720275
Sum	3.385101 × 10¹⁰
Variance	1.9430977 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20954	13817	0.6%
25363	9440	0.4%
12776	9025	0.4%
39175	8480	0.4%
1455	7554	0.3%
50776	7420	0.3%
55031	7420	0.3%
24910	7245	0.3%
97044	7159	0.3%
9861	7053	0.3%
Other values (1302)	2027500	89.1%
(Missing)	163039	7.2%

Value	Count	Frequency (%)
0	50	< 0.1%
7	13	< 0.1%
12	51	< 0.1%
14	146	< 0.1%
23	123	< 0.1%
31	490	< 0.1%
32	828	< 0.1%
34	160	< 0.1%
46	971	< 0.1%
61	88	< 0.1%

Value	Count	Frequency (%)
99870	3839	0.2%
97044	7159	0.3%
79755	1184	0.1%
79124	4463	0.2%
73958	3181	0.1%
72888	1412	0.1%
61654	2795	0.1%
60332	3519	0.2%
60260	1289	0.1%
58080	6906	0.3%

n_ptos_interes
Real number (ℝ)

Missing

Distinct	173
Distinct (%)	< 0.1%
Missing	49565
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	61.331289

Minimum	1
Maximum	596
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.4 MiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	13
median	31
Q3	75
95-th percentile	220
Maximum	596
Range	595
Interquartile range (IQR)	62

Descriptive statistics

Standard deviation	85.984155
Coefficient of variation (CV)	1.4019623
Kurtosis	13.552632
Mean	61.331289
Median Absolute Deviation (MAD)	22
Skewness	3.2660878
Sum	1.3649812 × 10⁸
Variance	7393.275
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	52224	2.3%
9	48377	2.1%
16	48373	2.1%
2	48080	2.1%
1	45737	2.0%
6	45033	2.0%
7	44830	2.0%
12	44705	2.0%
4	44060	1.9%
3	44016	1.9%
Other values (163)	1760152	77.4%
(Missing)	49565	2.2%

Value	Count	Frequency (%)
1	45737	2.0%
2	48080	2.1%
3	44016	1.9%
4	44060	1.9%
5	52224	2.3%
6	45033	2.0%
7	44830	2.0%
8	42827	1.9%
9	48377	2.1%
10	30121	1.3%

Value	Count	Frequency (%)
596	13817	0.6%
539	3282	0.1%
501	3519	0.2%
461	7245	0.3%
446	5223	0.2%
365	5905	0.3%
361	3300	0.1%
359	6652	0.3%
343	5041	0.2%
290	4636	0.2%

superficie_km2
Real number (ℝ)

High correlation Missing

Distinct	1808
Distinct (%)	0.1%
Missing	49565
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	89.221837

Minimum	0.10992095
Maximum	17132.919
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.4 MiB

Quantile statistics

Minimum	0.10992095
5-th percentile	0.73761558
Q1	1.6548132
median	9.1290359
Q3	49.179277
95-th percentile	277.40182
Maximum	17132.919
Range	17132.809
Interquartile range (IQR)	47.524464

Descriptive statistics

Standard deviation	379.59622
Coefficient of variation (CV)	4.2545214
Kurtosis	264.42596
Mean	89.221837
Median Absolute Deviation (MAD)	8.2322934
Skewness	12.220727
Sum	1.9857096 × 10⁸
Variance	144093.29
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.212648825	13817	0.6%
8.617478003	9440	0.4%
142.0838396	9025	0.4%
11.86972651	8480	0.4%
64.86280707	7420	0.3%
26.65355894	7420	0.3%
117.8213195	7245	0.3%
22.98189622	7159	0.3%
1.653735601	7053	0.3%
24.24593612	6906	0.3%
Other values (1798)	2141622	94.1%
(Missing)	49565	2.2%

Value	Count	Frequency (%)
0.1099209533	2301	0.1%
0.150668958	427	< 0.1%
0.2286851919	233	< 0.1%
0.2662815307	786	< 0.1%
0.2857682808	533	< 0.1%
0.3062273498	555	< 0.1%
0.3184937931	3787	0.2%
0.3213928872	791	< 0.1%
0.3249334435	12	< 0.1%
0.3252875531	2956	0.1%

Value	Count	Frequency (%)
17132.91893	61	< 0.1%
10403.7113	408	< 0.1%
9104.650689	2	< 0.1%
8827.694491	4	< 0.1%
6473.267074	34	< 0.1%
5013.033193	112	< 0.1%
4804.267014	48	< 0.1%
4753.380743	3	< 0.1%
4475.328644	879	< 0.1%
4371.358449	1247	0.1%

densidad_hab
Real number (ℝ)

High correlation Missing

Distinct	1357
Distinct (%)	0.1%
Missing	163039
Missing (%)	7.2%
Infinite	0
Infinite (%)	0.0%
Mean	4762.4958

Minimum	0
Maximum	45213.161
Zeros	50
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.4 MiB

Quantile statistics

Minimum	0
5-th percentile	14.214627
Q1	239.89805
median	2487.9619
Q3	7698.696
95-th percentile	15231.449
Maximum	45213.161
Range	45213.161
Interquartile range (IQR)	7458.798

Descriptive statistics

Standard deviation	5929.2346
Coefficient of variation (CV)	1.2449847
Kurtosis	8.9066212
Mean	4762.4958
Median Absolute Deviation (MAD)	2420.8443
Skewness	2.2501231
Sum	1.0058929 × 10¹⁰
Variance	35155823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17279.52856	13817	0.6%
2943.204496	9440	0.4%
89.91874119	9025	0.4%
3300.413026	8480	0.4%
848.421499	7420	0.3%
1905.036401	7420	0.3%
211.4218387	7245	0.3%
4222.628066	7159	0.3%
5962.863711	7053	0.3%
2395.452983	6906	0.3%
Other values (1347)	2028148	89.1%
(Missing)	163039	7.2%

Value	Count	Frequency (%)
0	50	< 0.1%
0.01553075957	123	< 0.1%
0.05665253926	51	< 0.1%
0.05846651031	5	< 0.1%
0.08198804269	13	< 0.1%
0.1840793419	146	< 0.1%
0.1891772095	84	< 0.1%
0.3240110898	288	< 0.1%
0.398341675	1287	0.1%
0.5429295912	949	< 0.1%

Value	Count	Frequency (%)
45213.16077	3439	0.2%
43586.47453	3134	0.1%
42636.91265	2673	0.1%
37937.9024	2791	0.1%
29464.32813	3399	0.1%
25148.02693	1795	0.1%
22474.67934	1110	< 0.1%
22011.04649	772	< 0.1%
21551.83795	1095	< 0.1%
21421.87834	1656	0.1%

uf
Real number (ℝ)

High correlation Missing

Distinct	83
Distinct (%)	< 0.1%
Missing	28586
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	32723.977

Minimum	27432.1
Maximum	39383.07
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.4 MiB

Quantile statistics

Minimum	27432.1
5-th percentile	27556.9
Q1	28690.73
median	31727.74
Q3	36733.04
95-th percentile	39075.41
Maximum	39383.07
Range	11950.97
Interquartile range (IQR)	8042.31

Descriptive statistics

Standard deviation	4114.7451
Coefficient of variation (CV)	0.12574099
Kurtosis	-1.5632775
Mean	32723.977
Median Absolute Deviation (MAD)	3774.32
Skewness	0.1722175
Sum	7.3516574 × 10¹⁰
Variance	16931127
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30991.74	34579	1.5%
30380.53	32428	1.4%
31212.65	32254	1.4%
30088.37	32087	1.4%
30762.8	31122	1.4%
29935.08	30896	1.4%
27565.79	29591	1.3%
28309.94	29455	1.3%
28338.25	29442	1.3%
29709.83	29379	1.3%
Other values (73)	1935333	85.1%

Value	Count	Frequency (%)
27432.1	28454	1.3%
27532.8	28839	1.3%
27546.22	29299	1.3%
27556.9	29068	1.3%
27565.76	28747	1.3%
27565.79	29591	1.3%
27662.17	28256	1.2%
27762.55	28066	1.2%
27903.3	27530	1.2%
27953.42	27841	1.2%

Value	Count	Frequency (%)
39383.07	26410	1.2%
39267.07	25814	1.1%
39189.45	26316	1.2%
39179.01	26324	1.2%
39075.41	26518	1.2%
38894.11	27056	1.2%
38647.94	27222	1.2%
38416.69	27950	1.2%
38384.41	27807	1.2%
38247.92	27400	1.2%

dolar
Real number (ℝ)

High correlation Missing

Distinct	83
Distinct (%)	< 0.1%
Missing	28586
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	829.48442

Minimum	649.92
Maximum	992.12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.4 MiB

Quantile statistics

Minimum	649.92
5-th percentile	677.67
Q1	744.62
median	816.36
Q3	917.98
95-th percentile	978.07
Maximum	992.12
Range	342.2
Interquartile range (IQR)	173.36

Descriptive statistics

Standard deviation	96.598905
Coefficient of variation (CV)	0.11645656
Kurtosis	-1.1525888
Mean	829.48442
Median Absolute Deviation (MAD)	90.02
Skewness	-0.0048642029
Sum	1.8634915 × 10⁹
Variance	9331.3484
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
850.25	34579	1.5%
805.47	32428	1.4%
810.12	32254	1.4%
803.59	32087	1.4%
836.73	31122	1.4%
779.97	30896	1.4%
695.69	29591	1.3%
744.62	29455	1.3%
797.96	29442	1.3%
735.28	29379	1.3%
Other values (73)	1935333	85.1%

Value	Count	Frequency (%)
649.92	29068	1.3%
666.76	29299	1.3%
669.43	28839	1.3%
677.67	28256	1.2%
679.86	27530	1.2%
681.09	28747	1.3%
693.31	28454	1.3%
695.69	29591	1.3%
699.98	27841	1.2%
705.09	23649	1.0%

Value	Count	Frequency (%)
992.12	27950	1.2%
988.1	27807	1.2%
982.38	27420	1.2%
980.19	27665	1.2%
978.07	26324	1.2%
977.32	27400	1.2%
967.48	26410	1.2%
966	27843	1.2%
956.58	26584	1.2%
951.21	27222	1.2%

ipc
Real number (ℝ)

Missing Zeros

Distinct	20
Distinct (%)	< 0.1%
Missing	28586
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.45368238

Minimum	-0.5
Maximum	1.9
Zeros	158878
Zeros (%)	7.0%
Negative	252560
Negative (%)	11.1%
Memory size	17.4 MiB

Quantile statistics

Minimum	-0.5
5-th percentile	-0.1
Q1	0.1
median	0.4
Q3	0.7
95-th percentile	1.3
Maximum	1.9
Range	2.4
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.456836
Coefficient of variation (CV)	1.0069512
Kurtosis	0.16736304
Mean	0.45368238
Median Absolute Deviation (MAD)	0.3
Skewness	0.59990615
Sum	1019227.4
Variance	0.20869913
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0.4	246109	10.8%
0.3	243842	10.7%
0.1	235804	10.4%
0.2	161376	7.1%
0	158878	7.0%
0.7	156100	6.9%
-0.1	144000	6.3%
0.5	141528	6.2%
0.8	119581	5.3%
1.2	118784	5.2%
Other values (10)	520564	22.9%

Value	Count	Frequency (%)
-0.5	28144	1.2%
-0.4	25814	1.1%
-0.2	54602	2.4%
-0.1	144000	6.3%
0	158878	7.0%
0.1	235804	10.4%
0.2	161376	7.1%
0.3	243842	10.7%
0.4	246109	10.8%
0.5	141528	6.2%

Value	Count	Frequency (%)
1.9	27693	1.2%
1.4	54071	2.4%
1.3	32428	1.4%
1.2	118784	5.2%
1.1	55818	2.5%
1	54837	2.4%
0.9	80835	3.6%
0.8	119581	5.3%
0.7	156100	6.9%
0.6	106322	4.7%

imacec
Real number (ℝ)

Missing Zeros

Distinct	63
Distinct (%)	< 0.1%
Missing	28586
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	2.627763

Minimum	-15.3
Maximum	20.1
Zeros	81596
Zeros (%)	3.6%
Negative	627580
Negative (%)	27.6%
Memory size	17.4 MiB

Quantile statistics

Minimum	-15.3
5-th percentile	-5.3
Q1	-0.4
median	1.9
Q3	3.8
95-th percentile	18.1
Maximum	20.1
Range	35.4
Interquartile range (IQR)	4.2

Descriptive statistics

Standard deviation	6.3186971
Coefficient of variation (CV)	2.4045917
Kurtosis	1.7199985
Mean	2.627763
Median Absolute Deviation (MAD)	2.3
Skewness	0.58892429
Sum	5903443
Variance	39.925933
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	83592	3.7%
2.5	82357	3.6%
0	81596	3.6%
2.3	81575	3.6%
1.1	55888	2.5%
2.1	55656	2.4%
4.2	55038	2.4%
3.7	54806	2.4%
3.1	54653	2.4%
3.2	54157	2.4%
Other values (53)	1587248	69.8%

Value	Count	Frequency (%)
-15.3	18472	0.8%
-14.1	18618	0.8%
-12.4	17852	0.8%
-11.3	19728	0.9%
-10.7	18213	0.8%
-5.3	21149	0.9%
-3.5	27527	1.2%
-3.4	28211	1.2%
-3.3	28505	1.3%
-3.1	25002	1.1%

Value	Count	Frequency (%)
20.1	29379	1.3%
19.1	30896	1.4%
18.1	54083	2.4%
15.6	32087	1.4%
15	32428	1.4%
14.3	31122	1.4%
14.1	23649	1.0%
10.1	34579	1.5%
9	32254	1.4%
7.2	27693	1.2%

tpm
Real number (ℝ)

High correlation Missing

Distinct	26
Distinct (%)	< 0.1%
Missing	28586
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	4.9792035

Minimum	0.5
Maximum	11.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.4 MiB

Quantile statistics

Minimum	0.5
5-th percentile	0.5
Q1	1.75
median	5
Q3	8.25
95-th percentile	11.25
Maximum	11.25
Range	10.75
Interquartile range (IQR)	6.5

Descriptive statistics

Standard deviation	3.6063281
Coefficient of variation (CV)	0.72427812
Kurtosis	-1.0915321
Mean	4.9792035
Median Absolute Deviation (MAD)	3.25
Skewness	0.42498268
Sum	11186109
Variance	13.005602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0.5	339518	14.9%
11.25	249324	11.0%
5	188683	8.3%
2.75	150434	6.6%
1.75	144914	6.4%
3	143436	6.3%
5.5	87042	3.8%
2.5	83509	3.7%
8.25	83332	3.7%
9	81134	3.6%
Other values (16)	695240	30.6%

Value	Count	Frequency (%)
0.5	339518	14.9%
0.75	59462	2.6%
1	27527	1.2%
1.5	32087	1.4%
1.75	144914	6.4%
2	28413	1.2%
2.5	83509	3.7%
2.75	150434	6.6%
3	143436	6.3%
4	34579	1.5%

Value	Count	Frequency (%)
11.25	249324	11.0%
10.75	27843	1.2%
10.25	54014	2.4%
9.75	54044	2.4%
9.5	27281	1.2%
9	81134	3.6%
8.25	83332	3.7%
7.25	55085	2.4%
7	55007	2.4%
6.5	27058	1.2%

tasa_desempleo
Real number (ℝ)

Missing

Distinct	70
Distinct (%)	< 0.1%
Missing	55104
Missing (%)	2.4%
Infinite	0
Infinite (%)	0.0%
Mean	8.4171702

Minimum	6.7
Maximum	13.09
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.4 MiB

Quantile statistics

Minimum	6.7
5-th percentile	6.8
Q1	7.53
median	8.35
Q3	8.81
95-th percentile	11.21
Maximum	13.09
Range	6.39
Interquartile range (IQR)	1.28

Descriptive statistics

Standard deviation	1.2934765
Coefficient of variation (CV)	0.15367118
Kurtosis	2.4602676
Mean	8.4171702
Median Absolute Deviation (MAD)	0.55
Skewness	1.3982367
Sum	18686522
Variance	1.6730815
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.19	62717	2.8%
8.08	60378	2.7%
6.7	58659	2.6%
6.8	58138	2.6%
8.04	56068	2.5%
7.1	55984	2.5%
7.81	55969	2.5%
7.8	54849	2.4%
8.52	54099	2.4%
8.68	54004	2.4%
Other values (60)	1649183	72.5%
(Missing)	55104	2.4%

Value	Count	Frequency (%)
6.7	58659	2.6%
6.8	58138	2.6%
6.85	28747	1.3%
6.86	28256	1.2%
6.88	28505	1.3%
6.98	29455	1.3%
7.01	28211	1.2%
7.05	28413	1.2%
7.09	28066	1.2%
7.1	55984	2.5%

Value	Count	Frequency (%)
13.09	18213	0.8%
12.93	19728	0.9%
12.35	21149	0.9%
12.25	17852	0.8%
11.58	21946	1.0%
11.21	18472	0.8%
10.76	24002	1.1%
10.35	25098	1.1%
10.3	25163	1.1%
10.29	25730	1.1%

	canal	densidad_hab	descr_flag_patente	dolar	id_barrio	id_cliente	id_comuna	id_periodo	imacec	indice_gse	ipc	liq_um	n_habitantes	n_ptos_interes	segmento	superficie_km2	tasa_desempleo	tpm	uf
canal	1.000	0.048	0.131	0.048	0.073	0.059	0.071	0.067	0.079	0.220	0.030	0.120	0.100	0.217	1.000	0.027	0.090	0.067	0.083
densidad_hab	0.048	1.000	0.029	-0.017	0.261	-0.069	0.261	-0.016	0.026	0.459	0.009	0.086	0.419	0.159	0.118	-0.894	-0.009	-0.016	-0.016
descr_flag_patente	0.131	0.029	1.000	0.059	0.075	0.062	0.074	0.094	0.099	0.086	0.042	0.003	0.055	0.042	0.369	0.009	0.065	0.068	0.095
dolar	0.048	-0.017	0.059	1.000	-0.008	0.001	-0.008	0.873	-0.062	-0.001	0.191	-0.015	-0.002	0.004	0.046	0.019	0.245	0.533	0.874
id_barrio	0.073	0.261	0.075	-0.008	1.000	-0.113	0.996	-0.006	0.025	0.084	0.012	0.054	0.112	0.134	0.168	-0.179	0.005	-0.018	-0.007
id_cliente	0.059	-0.069	0.062	0.001	-0.113	1.000	-0.111	-0.005	-0.016	-0.055	-0.015	0.002	-0.024	-0.034	0.073	0.052	-0.010	-0.001	-0.004
id_comuna	0.071	0.261	0.074	-0.008	0.996	-0.111	1.000	-0.005	0.025	0.083	0.013	0.053	0.110	0.133	0.167	-0.179	0.006	-0.017	-0.006
id_periodo	0.067	-0.016	0.094	0.873	-0.006	-0.005	-0.005	1.000	-0.005	0.004	0.122	-0.020	0.002	0.007	0.097	0.020	0.424	0.599	1.000
imacec	0.079	0.026	0.099	-0.062	0.025	-0.016	0.025	-0.005	1.000	0.038	0.255	-0.050	0.018	0.025	0.098	-0.020	-0.230	-0.151	-0.005
indice_gse	0.220	0.459	0.086	-0.001	0.084	-0.055	0.083	0.004	0.038	1.000	0.018	-0.067	0.278	0.473	0.144	-0.430	-0.020	0.006	0.004
ipc	0.030	0.009	0.042	0.191	0.012	-0.015	0.013	0.122	0.255	0.018	1.000	-0.001	0.009	0.013	0.045	-0.004	-0.072	0.220	0.114
liq_um	0.120	0.086	0.003	-0.015	0.054	0.002	0.053	-0.020	-0.050	-0.067	-0.001	1.000	0.127	-0.089	0.057	-0.041	0.039	-0.030	-0.023
n_habitantes	0.100	0.419	0.055	-0.002	0.112	-0.024	0.110	0.002	0.018	0.278	0.009	0.127	1.000	0.237	0.101	-0.045	0.021	-0.017	0.001
n_ptos_interes	0.217	0.159	0.042	0.004	0.134	-0.034	0.133	0.007	0.025	0.473	0.013	-0.089	0.237	1.000	0.116	-0.170	-0.027	0.018	0.007
segmento	1.000	0.118	0.369	0.046	0.168	0.073	0.167	0.097	0.098	0.144	0.045	0.057	0.101	0.116	1.000	0.023	0.062	0.058	0.091
superficie_km2	0.027	-0.894	0.009	0.019	-0.179	0.052	-0.179	0.020	-0.020	-0.430	-0.004	-0.041	-0.045	-0.170	0.023	1.000	0.024	0.008	0.020
tasa_desempleo	0.090	-0.009	0.065	0.245	0.005	-0.010	0.006	0.424	-0.230	-0.020	-0.072	0.039	0.021	-0.027	0.062	0.024	1.000	-0.132	0.423
tpm	0.067	-0.016	0.068	0.533	-0.018	-0.001	-0.017	0.599	-0.151	0.006	0.220	-0.030	-0.017	0.018	0.058	0.008	-0.132	1.000	0.599
uf	0.083	-0.016	0.095	0.874	-0.007	-0.004	-0.006	1.000	-0.005	0.004	0.114	-0.023	0.001	0.007	0.091	0.020	0.423	0.599	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	id_cliente	id_periodo	liq_um	id_barrio	id_comuna	segmento	canal	descr_flag_patente	indice_gse	n_habitantes	n_ptos_interes	superficie_km2	densidad_hab	uf	dolar	ipc	imacec	tpm	tasa_desempleo
0	13	202101	18.98400	230114.0	2301.0	MA	MAYORISTA	CON PATENTE	0.088800	3547.0	3.0	0.789193	4494.464141	29123.74	741.40	0.7	-3.1	0.50	10.23
1	13	202102	9.89520	230114.0	2301.0	MA	MAYORISTA	CON PATENTE	0.088800	3547.0	3.0	0.789193	4494.464141	29287.38	708.04	0.2	-2.2	0.50	10.30
2	13	202103	8.95776	230114.0	2301.0	MA	MAYORISTA	CON PATENTE	0.088800	3547.0	3.0	0.789193	4494.464141	29394.77	732.11	0.4	6.4	0.50	10.35
3	13	202104	21.31920	230114.0	2301.0	MA	MAYORISTA	CON PATENTE	0.088800	3547.0	3.0	0.789193	4494.464141	29494.13	705.09	0.4	14.1	0.50	10.24
4	13	202105	7.89600	230114.0	2301.0	MA	MAYORISTA	CON PATENTE	0.088800	3547.0	3.0	0.789193	4494.464141	29613.26	724.92	0.3	18.1	0.50	10.04
5	13	202106	7.93800	230114.0	2301.0	MA	MAYORISTA	CON PATENTE	0.088800	3547.0	3.0	0.789193	4494.464141	29709.83	735.28	0.1	20.1	0.50	9.50
6	13	202205	4.43520	230114.0	2301.0	MA	MAYORISTA	CON PATENTE	0.088800	3547.0	3.0	0.789193	4494.464141	32679.54	826.26	1.2	6.4	8.25	7.80
7	13	202206	0.00000	230114.0	2301.0	MA	MAYORISTA	CON PATENTE	0.088800	3547.0	3.0	0.789193	4494.464141	33086.83	919.97	0.9	3.7	9.00	7.81
8	13	202208	0.11088	230114.0	2301.0	MA	MAYORISTA	CON PATENTE	0.088800	3547.0	3.0	0.789193	4494.464141	33836.51	882.11	1.2	0.0	9.75	7.93
9	33	202103	1.23648	710120.0	7101.0	BA	CONSUMO	CON PATENTE	0.081698	15800.0	7.0	2.422458	6522.300599	29394.77	732.11	0.4	6.4	0.50	10.35

	id_cliente	id_periodo	liq_um	id_barrio	id_comuna	segmento	canal	descr_flag_patente	indice_gse	n_habitantes	n_ptos_interes	superficie_km2	densidad_hab	uf	dolar	ipc	imacec	tpm	tasa_desempleo
2275142	727513	202003	11.37192	1310133.0	13101.0	BO	COMPRA	CON PATENTE	0.165634	15080.0	35.0	0.670977	22474.679344	28597.46	846.30	0.3	-3.5	1.00	8.23
2275143	727513	202004	10.67052	1310133.0	13101.0	BO	COMPRA	CON PATENTE	0.165634	15080.0	35.0	0.670977	22474.679344	28690.73	836.62	0.0	-14.1	0.50	9.00
2275144	727513	202005	12.68400	1310133.0	13101.0	BO	COMPRA	CON PATENTE	0.165634	15080.0	35.0	0.670977	22474.679344	28716.52	812.74	-0.1	-15.3	0.50	11.21
2275145	727513	202006	17.94912	1310133.0	13101.0	BO	COMPRA	CON PATENTE	0.165634	15080.0	35.0	0.670977	22474.679344	28696.42	816.36	-0.1	-12.4	0.50	12.25
2275146	727513	202007	15.22710	1310133.0	13101.0	BO	COMPRA	CON PATENTE	0.165634	15080.0	35.0	0.670977	22474.679344	28667.44	754.45	0.1	-10.7	0.50	13.09
2275147	727513	202008	13.79616	1310133.0	13101.0	BO	COMPRA	CON PATENTE	0.165634	15080.0	35.0	0.670977	22474.679344	28679.45	779.92	0.1	-11.3	0.50	12.93
2275148	727513	202009	16.77144	1310133.0	13101.0	BO	COMPRA	CON PATENTE	0.165634	15080.0	35.0	0.670977	22474.679344	28707.85	784.46	0.6	-5.3	0.50	12.35
2275149	727515	201912	0.05880	830410.0	8304.0	AP	CONSUMO	SIN PATENTE	0.046128	11809.0	29.0	26.167931	451.277552	28309.94	744.62	0.1	1.1	1.75	6.98
2275150	727516	202410	0.00000	NaN	13132.0	IE	CONSUMO	NaN	NaN	NaN	NaN	NaN	NaN	37971.42	950.89	1.0	2.3	5.25	8.58
2275151	727517	202312	0.00000	1350313.0	13503.0	AP	CONSUMO	SIN PATENTE	0.068859	1590.0	2.0	62.102643	25.602775	36789.36	884.59	-0.5	-1.0	8.25	8.48

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample